In [1]:
using 
CSV,
Dates,
DataFrames,
Markdown,
Plots,
Statistics,
StatsPlots
gr()
;
In [2]:
death_path = "COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv"
confirmed_path = "COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv"
;
In [3]:
death = CSV.read(death_path) |> DataFrame! |> x -> rename!(x, Dict(Symbol("Province/State") => :state, Symbol("Country/Region") => :country))
confirmed = CSV.read(confirmed_path) |> DataFrame! |> x -> rename!(x, Dict(Symbol("Province/State") => :state, Symbol("Country/Region") => :country))
;
In [4]:
"""
    convert an array of columns and column names into a markdown table

    parameters: 
        cols : Array[Array[Any]] | DataFrame
            an array of arrays which are the columns of the table
        names : Array[String]
            an array of column names. If inputting a df, input `string.(names(df))`
        df : Boolean
            whether or not the cols are an array of arrays or a dataframe

    returns: String
        string of markdown text
"""
function markdown_table(cols, names; df=false)
    if df
        cols = [col for col in eachcol(cols)]
    end
    output_string = ""
    cols = [repr.(col) for col in cols]
    for i in 1:length(names)
        output_string = output_string * "|" * names[i]
    end
    output_string *= "\n"
    for i in 1:length(names)
        output_string = output_string * "|" * "---"
    end
    output_string *= "\n"
    for row in 1:length(cols[1])
        for col in 1:length(cols)
            output_string = output_string * "|" * cols[col][row]
        end
        output_string *= "\n"
    end
    # displaying strings without quotes
    output_string =  replace(output_string, "\"" => "")

    return output_string
end
;
In [5]:
function country_data(country; state=false, start_date=Dates.Date(2020, 1, 22), end_date="max")
    aggregate(x) = [sum(col) for col in eachcol(x)]
    
    state_mask = typeof(state) == String ? death.state .== state : true
    d = death[(death.country .== country) .& state_mask, 5:end] |> aggregate
    dates = [Dates.Date(2020, 1, 22) + Dates.Day(day) for day in 1:length(d)] |> x -> reshape(x, :, 1)
    state_mask = typeof(state) == String ? confirmed.state .== state : true
    c = confirmed[(confirmed.country .== country) .& state_mask, 5:end] |> aggregate
    
    df = convert(DataFrame, dates) |> x -> rename!(x, [:date])
    country_name = typeof(state) == String ? country * "-" * state : country
    df[!, :country] .= country_name
    df[!, :confirmed] = c
    df[!, :deaths] = d
    df[!, :death_rate] = d ./ c
    df[!, :new_cases] .= 0
    df[2:end, :new_cases] = df[2:end, :confirmed] .- df[1:end-1, :confirmed]
    df[!, :new_deaths] .= 0
    df[2:end, :new_deaths] = df[2:end, :deaths] .- df[1:end-1, :deaths]
    df[!, :acceleration_cases] .= 0
    df[2:end, :acceleration_cases] = df[2:end, :new_cases] .- df[1:end-1, :new_cases]
    df[!, :acceleration_deaths] .= 0
    df[2:end, :acceleration_deaths] = df[2:end, :new_deaths] .- df[1:end-1, :new_deaths]
    df[!, :days_since_100] .= 0
    counter = 0
    for row in eachrow(df)
        if row.confirmed > 100
            counter += 1
        end
        row.days_since_100 = counter
    end
    df[!, :days_since_10] .= 0
    counter = 0
    for row in eachrow(df)
        if row.deaths > 10
            counter += 1
        end
        row.days_since_10 = counter
    end
    
    if end_date == "max"
        end_date = maximum(df.date)
    end
    return df[(df.date .>= start_date) .& (df.date .<= end_date), :]
end
;
In [6]:
function plot_country(country; state=false, metric=:confirmed, start_date=Dates.Date(2020, 1, 22), end_date="max", days_since_100=false)
    data = country_data(country; state=state, start_date=start_date, end_date=end_date)
    if days_since_100
        if metric == :confirmed
            plot(data[data.days_since_100 .> 0, :days_since_100], data[data.days_since_100 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        else
            plot(data[data.days_since_10 .> 0, :days_since_10], data[data.days_since_10 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        end
    else
        plot(data.date, data[!, metric], label=country, legend=:outertopright, size=(1000, 500))
    end
    
    plot!([0], linetype=:hline, color=:black, label="")
    plot!(yformatter=:plain)
end
function plot_country!(country; state=false, metric=:confirmed, start_date=Dates.Date(2020, 1, 22), end_date="max", days_since_100=false)
    data = country_data(country; state=state, start_date=start_date, end_date=end_date)
    if days_since_100
        if metric == :confirmed
            plot!(data[data.days_since_100 .> 0, :days_since_100], data[data.days_since_100 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        else
            plot!(data[data.days_since_10 .> 0, :days_since_10], data[data.days_since_10 .> 0, metric], label=country, legend=:outertopright, size=(1000, 500))
        end
    else
        plot!(data.date, data[!, metric], label=country, legend=:outertopright, size=(1000, 500))
    end
    plot!(yformatter=:plain)
end
bar_plot(country, metric) = bar(
    all_country_data[
        (all_country_data.country .== country) .& (all_country_data.date .>= Dates.Date(2020, 1, 1)),
        :date
    ], 
    all_country_data[
        (all_country_data.country .== country) .& (all_country_data.date .>= Dates.Date(2020, 1, 1)),
        metric
    ], 
    legend=false, 
    linecolor=1, 
    title=country,
    yformatter=:plain
)
function accel_plot(country_name="World")
    if country_name == "World"
        tmp = all_country_data
    else
        tmp = all_country_data[all_country_data.country .== country_name, :]
    end
    agg = by(tmp, [:date], :confirmed => sum, :deaths => sum)
    conf = plot(agg.date, agg.confirmed_sum, legend=false, title="$country_name Confirmed Cases", size=(1400, 700), color=:grey, yformatter=:plain)
    death_plot = plot(agg.date, agg.deaths_sum, legend=false, title="$country_name Deaths", size=(1400, 700), color=:orange, yformatter=:plain)

    # derivates
    agg[!, :new_cases] .= 0
    agg[!, :new_cases][2:end] = agg.confirmed_sum[2:end] - agg.confirmed_sum[1:end-1]
    agg[!, :new_deaths] .= 0
    agg[!, :new_deaths][2:end] = agg.deaths_sum[2:end] - agg.deaths_sum[1:end-1]
    agg[!, :conf_acceleration] .= 0
    agg[!, :conf_acceleration][2:end] = agg.new_cases[2:end] - agg.new_cases[1:end-1]
    agg[!, :death_acceleration] .= 0
    agg[!, :death_acceleration][2:end] = agg.new_deaths[2:end] - agg.new_deaths[1:end-1]

    # moving average
    moving_average(vs,n) = [sum(@view vs[i:(i+n-1)])/n for i in 1:(length(vs)-(n-1))]
    n_days = 3
    ma_date = agg.date[1 + n_days-1:end]
    conf_slope = moving_average(agg.new_cases, n_days)
    death_slope = moving_average(agg.new_deaths, n_days)
    conf_acc = moving_average(agg.conf_acceleration, n_days)
    death_acc = moving_average(agg.death_acceleration, n_days)

    p_conf_slope = plot(ma_date, conf_slope, legend=false, title="$country_name 1st Derivative (new cases)", size=(1400, 700), color=:grey)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    p_death_slope = plot(ma_date, death_slope, legend=false, title="$country_name 1st Derivative (new deaths)", size=(1400, 700), color=:orange)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    p_conf_acc = plot(ma_date, conf_acc, legend=false, title="$country_name 2nd Derivative (cases acceleration)", size=(1400, 700), color=:grey)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    p_death_acc = plot(ma_date, death_acc, legend=false, title="$country_name 2nd Derivative (deaths acceleration)", size=(1400, 700), color=:orange)
    plot!([0], linetype=:hline, color=:black, label="", yformatter=:plain)

    plot(conf, death_plot, p_conf_slope, p_death_slope, p_conf_acc, p_death_acc, layout=(3,2))
end
;
In [7]:
all_countries = death.country |> unique |> sort
all_country_data = vcat([country_data(country) for country in all_countries]...)
current_state = by(all_country_data, [:country], :confirmed => maximum, :deaths => maximum)
current_state[!, :death_rate] = current_state.deaths_maximum ./ current_state.confirmed_maximum
;
In [8]:
Markdown.parse("""
    # Overview of COVID-19 as of $(maximum(all_country_data.date))
    This page uses data from https://github.com/CSSEGISandData/COVID-19 (Johns Hopkins CSSE is the original source) to create a report on the status of COVID-19 cases and deaths around the world. It is updated once a day around 10:00am CET.
    """)
Out[8]:

Overview of COVID-19 as of 2020-04-01

This page uses data from https://github.com/CSSEGISandData/COVID-19 (Johns Hopkins CSSE is the original source) to create a report on the status of COVID-19 cases and deaths around the world. It is updated once a day around 10:00am CET.

Worldwide Current State

In [9]:
tmp = current_state
Markdown.parse("""
- Confirmed cases: $(sum(tmp.confirmed_maximum))
- Deaths: $(sum(tmp.deaths_maximum))
- Death Rate: $(round(sum(tmp.deaths_maximum) / sum(tmp.confirmed_maximum) * 100, digits=2))%
""")
Out[9]:
  • Confirmed cases: 857495
  • Deaths: 42112
  • Death Rate: 4.91%
In [10]:
accel_plot("World")
plot!(size=(900, 700))
Out[10]:
2020-02-01 2020-03-01 2020-04-01 0 200000 400000 600000 800000 World Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 World Deaths 2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 50000 60000 World 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 World 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -2500 0 2500 5000 7500 World 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 World 2nd Derivative (deaths acceleration)

Top 10 Worst Affected Countries

Confirmed

In [11]:
top_10 = sort(current_state, order(:confirmed_maximum, rev=true))[1:10, :]
top_10[!, :death_rate] = string.(round.(top_10.death_rate * 100, digits=2)) .* "%"
Markdown.parse(
    markdown_table(top_10, ["Country", "Confirmed Cases", "Deaths", "Death Rate"]; df=true)
)
Out[11]:
Country Confirmed Cases Deaths Death Rate
US 188172 3873 2.06%
Italy 105792 12428 11.75%
Spain 95923 8464 8.82%
China 82279 3309 4.02%
Germany 71808 775 1.08%
France 52827 3532 6.69%
Iran 44605 2898 6.5%
United Kingdom 25481 1793 7.04%
Switzerland 16605 433 2.61%
Turkey 13531 214 1.58%

Acceleration (>1000 cases now)

The Acceleration of Last 5 Days column is calculated by the average second derivative over the last 5 days / number of cases 5 days ago. It doesn't have much intrinsic meaning but is rather a more comparable/relative measure between countries of how fast new cases are accelerating.

In [12]:
countries = unique(all_country_data.country)
acceleration = []
cases_5_ago = []
cases_now = []
for country in countries
    metric = mean(all_country_data[all_country_data.country .== country, :acceleration_cases][end-4:end])
    metric /= all_country_data[all_country_data.country .== country, :confirmed][end-4]
    if isnan(metric)
        metric = 0
    end
    push!(acceleration, metric)
    push!(cases_5_ago, all_country_data[all_country_data.country .== country, :confirmed][end-4])
    push!(cases_now, all_country_data[all_country_data.country .== country, :confirmed][end])
end
last_5 = rename!(DataFrame([countries, acceleration, cases_now, cases_5_ago]), [:country, :last_5_accel, :cases_now, :cases_5_ago])
last_5[!, :perc_increase] = last_5.cases_now ./ last_5.cases_5_ago .- 1
tmp = sort(last_5[(last_5.cases_5_ago .> 20) .& (last_5.cases_now .> 1000), :], order(:last_5_accel, rev=true))
tmp[!, :perc_increase] = string.(round.(tmp.perc_increase .* 100, digits=2)) .* "%"
rename!(tmp, [:Country, Symbol("Acceleration of Last 5 Days"), Symbol("Cases Now"), Symbol("Cases 5 Days Ago"), Symbol("% Increase in 5 Days")])
tmp[!, Symbol("Acceleration of Last 5 Days")] = string.(round.(tmp[!, Symbol("Acceleration of Last 5 Days")] * 100, digits=2)) .* "%"

Markdown.parse(
    markdown_table(tmp, string.(names(tmp)), df=true)
)
Out[12]:
Country Acceleration of Last 5 Days Cases Now Cases 5 Days Ago % Increase in 5 Days
Philippines 11.63% 2084 803 159.53%
Russia 6.16% 2337 1036 125.58%
Turkey 5.29% 13531 5698 137.47%
Brazil 4.14% 5717 3417 67.31%
Argentina 4.04% 1054 589 78.95%
Dominican Republic 3.86% 1109 581 90.88%
Panama 2.28% 1181 674 75.22%
Portugal 2.28% 7443 4268 74.39%
Israel 2.23% 5358 3035 76.54%
France 2.22% 52827 33402 58.16%
India 1.71% 1397 887 57.5%
US 1.63% 188172 101657 85.1%
Chile 1.55% 2738 1610 70.06%
Canada 1.44% 8527 4682 82.12%
Poland 1.24% 2311 1389 66.38%
Pakistan 1.21% 1938 1373 41.15%
United Kingdom 1.16% 25481 14745 72.81%
Denmark 1.12% 3039 2200 38.14%
Mexico 1.06% 1094 585 87.01%
Luxembourg 0.87% 2178 1605 35.7%
Ireland 0.66% 3235 2121 52.52%
Greece 0.64% 1314 966 36.02%
Sweden 0.61% 4435 3069 44.51%
Ecuador 0.6% 2240 1595 40.44%
Peru 0.47% 1065 635 67.72%
Iran 0.45% 44605 32332 37.96%
Czechia 0.32% 3308 2279 45.15%
Thailand 0.28% 1651 1136 45.33%
Indonesia 0.21% 1528 1046 46.08%
Romania 0.2% 2245 1292 73.76%
Japan 0.1% 1953 1468 33.04%
Korea, South 0.05% 9786 9332 4.86%
China -0.01% 82279 81897 0.47%
Saudi Arabia -0.04% 1563 1104 41.58%
Spain -0.09% 95923 65719 45.96%
Finland -0.23% 1418 1041 36.22%
Switzerland -0.36% 16605 12928 28.44%
Iceland -0.36% 1135 890 27.53%
Netherlands -0.42% 12667 8647 46.49%
Norway -0.47% 4641 3755 23.6%
Italy -0.5% 105792 86498 22.31%
Germany -0.67% 71808 50871 41.16%
Malaysia -0.88% 2766 2161 28.0%
Belgium -1.16% 12775 7284 75.38%
Australia -1.58% 4559 3143 45.05%
Austria -1.98% 10180 7657 32.95%
South Africa -3.26% 1353 1170 15.64%
In [13]:
function individual_country(country; comparison_country="Italy")
    # line plots
    cases_100 = plot_country(country, days_since_100=true, metric=:confirmed)
    plot_country!(comparison_country, days_since_100=true, metric=:confirmed)
    plot!(title="$country Days Since 100th Case", titlefont=font(10))
    deaths_10 = plot_country(country, days_since_100=true, metric=:deaths)
    plot_country!(comparison_country, days_since_100=true, metric=:deaths)
    plot!(title="$country Days Since 10th Death", titlefont=font(10))
    line_plots = plot(cases_100, deaths_10, layout=(2,1))
    
    #accel plots
    accel_plots = accel_plot(country)
    plot!(titlefont=font(10))
    
    # bar plots
    cases_bar = bar_plot(country, :new_cases)
    plot!(title="$country New Cases Per Day", titlefont=font(10))
    deaths_bar = bar_plot(country, :new_deaths)
    plot!(title="$country Deaths Per Day", titlefont=font(10))
    bar_plots = plot(cases_bar, deaths_bar, layout=(2,1))
    
    final_plot = plot(accel_plots, line_plots, bar_plots, layout=(3, 1))
    plot!(size=(900, 1400))
    return final_plot
end
;

Countries

Days since 100th case and 10th death plotted with Italy for comparison. Only countries with >= 500 confirmed cases show graphs. Derivative plots are 3 days moving average.

In [14]:
for coun in all_countries
    data = country_data(coun)
    display(Markdown.parse("## $coun"))
    Markdown.parse("""
- Confirmed cases: $(maximum(data.confirmed))
- Deaths: $(maximum(data.deaths))
- Death Rate: $(round(maximum(data.deaths) / maximum(data.confirmed) * 100, digits=2))%
""") |> display
    if maximum(data.confirmed) >= 500 || coun == "Hungary"
        display(individual_country(coun))
    end
end

Afghanistan

  • Confirmed cases: 174
  • Deaths: 4
  • Death Rate: 2.3%

Albania

  • Confirmed cases: 243
  • Deaths: 15
  • Death Rate: 6.17%

Algeria

  • Confirmed cases: 716
  • Deaths: 44
  • Death Rate: 6.15%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Algeria Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Algeria Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Algeria 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Algeria 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Algeria 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 1.5 2.0 Algeria 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Algeria Days Since 100th Case Algeria Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Algeria Days Since 10th Death Algeria Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Algeria New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Algeria Deaths Per Day

Andorra

  • Confirmed cases: 376
  • Deaths: 12
  • Death Rate: 3.19%

Angola

  • Confirmed cases: 7
  • Deaths: 2
  • Death Rate: 28.57%

Antigua and Barbuda

  • Confirmed cases: 7
  • Deaths: 0
  • Death Rate: 0.0%

Argentina

  • Confirmed cases: 1054
  • Deaths: 27
  • Death Rate: 2.56%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Argentina Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Argentina Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Argentina 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Argentina 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 Argentina 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 Argentina 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Argentina Days Since 100th Case Argentina Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Argentina Days Since 10th Death Argentina Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Argentina New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Argentina Deaths Per Day

Armenia

  • Confirmed cases: 532
  • Deaths: 3
  • Death Rate: 0.56%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Armenia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Armenia Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Armenia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Armenia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Armenia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 Armenia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Armenia Days Since 100th Case Armenia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Armenia Days Since 10th Death Armenia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Armenia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Armenia Deaths Per Day

Australia

  • Confirmed cases: 4559
  • Deaths: 18
  • Death Rate: 0.39%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 Australia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Australia Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Australia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Australia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 -50 0 50 100 Australia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 1.5 Australia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Australia Days Since 100th Case Australia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Australia Days Since 10th Death Australia Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Australia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Australia Deaths Per Day

Austria

  • Confirmed cases: 10180
  • Deaths: 128
  • Death Rate: 1.26%
2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 Austria Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Austria Deaths 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Austria 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Austria 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -200 -100 0 100 Austria 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 4 Austria 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Austria Days Since 100th Case Austria Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Austria Days Since 10th Death Austria Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Austria New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Austria Deaths Per Day

Azerbaijan

  • Confirmed cases: 298
  • Deaths: 5
  • Death Rate: 1.68%

Bahamas

  • Confirmed cases: 14
  • Deaths: 0
  • Death Rate: 0.0%

Bahrain

  • Confirmed cases: 567
  • Deaths: 4
  • Death Rate: 0.71%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Bahrain Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Bahrain Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Bahrain 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Bahrain 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 Bahrain 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.3 -0.2 -0.1 0.0 0.1 0.2 0.3 Bahrain 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Bahrain Days Since 100th Case Bahrain Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Bahrain Days Since 10th Death Bahrain Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Bahrain New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Bahrain Deaths Per Day

Bangladesh

  • Confirmed cases: 51
  • Deaths: 5
  • Death Rate: 9.8%

Barbados

  • Confirmed cases: 34
  • Deaths: 0
  • Death Rate: 0.0%

Belarus

  • Confirmed cases: 152
  • Deaths: 1
  • Death Rate: 0.66%

Belgium

  • Confirmed cases: 12775
  • Deaths: 705
  • Death Rate: 5.52%
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 10000 10000 Belgium Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Belgium Deaths 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Belgium 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Belgium 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -200 0 200 400 Belgium 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Belgium 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Belgium Days Since 100th Case Belgium Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Belgium Days Since 10th Death Belgium Italy 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Belgium New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Belgium Deaths Per Day

Belize

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Benin

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Bhutan

  • Confirmed cases: 4
  • Deaths: 0
  • Death Rate: 0.0%

Bolivia

  • Confirmed cases: 107
  • Deaths: 6
  • Death Rate: 5.61%

Bosnia and Herzegovina

  • Confirmed cases: 420
  • Deaths: 13
  • Death Rate: 3.1%

Botswana

  • Confirmed cases: 4
  • Deaths: 1
  • Death Rate: 25.0%

Brazil

  • Confirmed cases: 5717
  • Deaths: 201
  • Death Rate: 3.52%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 Brazil Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Brazil Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Brazil 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Brazil 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 0 50 100 150 200 Brazil 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Brazil 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Brazil Days Since 100th Case Brazil Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Brazil Days Since 10th Death Brazil Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Brazil New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Brazil Deaths Per Day

Brunei

  • Confirmed cases: 129
  • Deaths: 1
  • Death Rate: 0.78%

Bulgaria

  • Confirmed cases: 399
  • Deaths: 8
  • Death Rate: 2.01%

Burkina Faso

  • Confirmed cases: 261
  • Deaths: 14
  • Death Rate: 5.36%

Burma

  • Confirmed cases: 15
  • Deaths: 1
  • Death Rate: 6.67%

Burundi

  • Confirmed cases: 2
  • Deaths: 0
  • Death Rate: 0.0%

Cabo Verde

  • Confirmed cases: 6
  • Deaths: 1
  • Death Rate: 16.67%

Cambodia

  • Confirmed cases: 109
  • Deaths: 0
  • Death Rate: 0.0%

Cameroon

  • Confirmed cases: 193
  • Deaths: 6
  • Death Rate: 3.11%

Canada

  • Confirmed cases: 8527
  • Deaths: 101
  • Death Rate: 1.18%
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Canada Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Canada Deaths 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Canada 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 10 10 Canada 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Canada 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 0 2 4 Canada 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Canada Days Since 100th Case Canada Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Canada Days Since 10th Death Canada Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Canada New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Canada Deaths Per Day

Central African Republic

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Chad

  • Confirmed cases: 7
  • Deaths: 0
  • Death Rate: 0.0%

Chile

  • Confirmed cases: 2738
  • Deaths: 12
  • Death Rate: 0.44%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Chile Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Chile Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Chile 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Chile 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 Chile 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Chile 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Chile Days Since 100th Case Chile Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Chile Days Since 10th Death Chile Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Chile New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Chile Deaths Per Day

China

  • Confirmed cases: 82279
  • Deaths: 3309
  • Death Rate: 4.02%
2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 80000 China Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 China Deaths 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 China 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 China 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -4000 -2000 0 2000 4000 China 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 China 2nd Derivative (deaths acceleration) 0 20 40 60 0 25000 50000 75000 100000 China Days Since 100th Case China Italy 0 20 40 60 0 2000 4000 6000 8000 10000 10000 China Days Since 10th Death China Italy 2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 China New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 China Deaths Per Day

Colombia

  • Confirmed cases: 906
  • Deaths: 16
  • Death Rate: 1.77%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Colombia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Colombia Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Colombia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Colombia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Colombia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Colombia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Colombia Days Since 100th Case Colombia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Colombia Days Since 10th Death Colombia Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Colombia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Colombia Deaths Per Day

Congo (Brazzaville)

  • Confirmed cases: 19
  • Deaths: 0
  • Death Rate: 0.0%

Congo (Kinshasa)

  • Confirmed cases: 98
  • Deaths: 8
  • Death Rate: 8.16%

Costa Rica

  • Confirmed cases: 347
  • Deaths: 2
  • Death Rate: 0.58%

Cote d'Ivoire

  • Confirmed cases: 179
  • Deaths: 1
  • Death Rate: 0.56%

Croatia

  • Confirmed cases: 867
  • Deaths: 6
  • Death Rate: 0.69%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Croatia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Croatia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Croatia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Croatia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 Croatia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Croatia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Croatia Days Since 100th Case Croatia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Croatia Days Since 10th Death Croatia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Croatia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Croatia Deaths Per Day

Cuba

  • Confirmed cases: 186
  • Deaths: 6
  • Death Rate: 3.23%

Cyprus

  • Confirmed cases: 262
  • Deaths: 8
  • Death Rate: 3.05%

Czechia

  • Confirmed cases: 3308
  • Deaths: 31
  • Death Rate: 0.94%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Czechia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Czechia Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Czechia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Czechia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 50 Czechia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 1.5 2.0 Czechia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Czechia Days Since 100th Case Czechia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Czechia Days Since 10th Death Czechia Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Czechia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Czechia Deaths Per Day

Denmark

  • Confirmed cases: 3039
  • Deaths: 90
  • Death Rate: 2.96%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Denmark Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Denmark Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Denmark 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Denmark 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 50 Denmark 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 Denmark 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Denmark Days Since 100th Case Denmark Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Denmark Days Since 10th Death Denmark Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Denmark New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 10 10 Denmark Deaths Per Day

Diamond Princess

  • Confirmed cases: 712
  • Deaths: 10
  • Death Rate: 1.4%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Diamond Princess Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Diamond Princess Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Diamond Princess 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Diamond Princess 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 -20 -10 0 10 20 Diamond Princess 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Diamond Princess 2nd Derivative (deaths acceleration) 0 10 20 30 40 50 0 25000 50000 75000 100000 Diamond Princess Days Since 100th Case Diamond Princess Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Diamond Princess Days Since 10th Death Diamond Princess Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Diamond Princess New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Diamond Princess Deaths Per Day

Djibouti

  • Confirmed cases: 30
  • Deaths: 0
  • Death Rate: 0.0%

Dominica

  • Confirmed cases: 12
  • Deaths: 0
  • Death Rate: 0.0%

Dominican Republic

  • Confirmed cases: 1109
  • Deaths: 51
  • Death Rate: 4.6%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Dominican Republic Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Dominican Republic Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Dominican Republic 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Dominican Republic 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 Dominican Republic 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 Dominican Republic 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Dominican Republic Days Since 100th Case Dominican Republic Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Dominican Republic Days Since 10th Death Dominican Republic Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Dominican Republic New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Dominican Republic Deaths Per Day

Ecuador

  • Confirmed cases: 2240
  • Deaths: 75
  • Death Rate: 3.35%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Ecuador Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Ecuador Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Ecuador 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Ecuador 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 50 Ecuador 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 Ecuador 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Ecuador Days Since 100th Case Ecuador Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Ecuador Days Since 10th Death Ecuador Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Ecuador New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Ecuador Deaths Per Day

Egypt

  • Confirmed cases: 710
  • Deaths: 46
  • Death Rate: 6.48%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Egypt Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Egypt Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Egypt 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Egypt 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 Egypt 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 Egypt 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Egypt Days Since 100th Case Egypt Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Egypt Days Since 10th Death Egypt Italy 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Egypt New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Egypt Deaths Per Day

El Salvador

  • Confirmed cases: 32
  • Deaths: 1
  • Death Rate: 3.12%

Equatorial Guinea

  • Confirmed cases: 12
  • Deaths: 0
  • Death Rate: 0.0%

Eritrea

  • Confirmed cases: 15
  • Deaths: 0
  • Death Rate: 0.0%

Estonia

  • Confirmed cases: 745
  • Deaths: 4
  • Death Rate: 0.54%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Estonia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Estonia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Estonia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Estonia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 -20 -10 0 10 20 30 Estonia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 Estonia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Estonia Days Since 100th Case Estonia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Estonia Days Since 10th Death Estonia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Estonia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Estonia Deaths Per Day

Eswatini

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Ethiopia

  • Confirmed cases: 26
  • Deaths: 0
  • Death Rate: 0.0%

Fiji

  • Confirmed cases: 5
  • Deaths: 0
  • Death Rate: 0.0%

Finland

  • Confirmed cases: 1418
  • Deaths: 17
  • Death Rate: 1.2%
2020-02-01 2020-03-01 2020-04-01 0 300 600 900 1200 Finland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Finland Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Finland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 2.5 Finland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 30 Finland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 Finland 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Finland Days Since 100th Case Finland Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Finland Days Since 10th Death Finland Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Finland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Finland Deaths Per Day

France

  • Confirmed cases: 52827
  • Deaths: 3532
  • Death Rate: 6.69%
2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 50000 France Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 France Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 France 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 France 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -300 0 300 600 900 France 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 60 France 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 France Days Since 100th Case France Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 France Days Since 10th Death France Italy 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 France New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 France Deaths Per Day

Gabon

  • Confirmed cases: 16
  • Deaths: 1
  • Death Rate: 6.25%

Gambia

  • Confirmed cases: 4
  • Deaths: 1
  • Death Rate: 25.0%

Georgia

  • Confirmed cases: 110
  • Deaths: 0
  • Death Rate: 0.0%

Germany

  • Confirmed cases: 71808
  • Deaths: 775
  • Death Rate: 1.08%
2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 Germany Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Germany Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 Germany 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Germany 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 Germany 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 3 6 9 12 Germany 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Germany Days Since 100th Case Germany Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Germany Days Since 10th Death Germany Italy 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 Germany New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Germany Deaths Per Day

Ghana

  • Confirmed cases: 161
  • Deaths: 5
  • Death Rate: 3.11%

Greece

  • Confirmed cases: 1314
  • Deaths: 49
  • Death Rate: 3.73%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Greece Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Greece Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Greece 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Greece 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -30 -20 -10 0 10 20 30 Greece 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Greece 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Greece Days Since 100th Case Greece Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Greece Days Since 10th Death Greece Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Greece New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Greece Deaths Per Day

Grenada

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Guatemala

  • Confirmed cases: 38
  • Deaths: 1
  • Death Rate: 2.63%

Guinea

  • Confirmed cases: 22
  • Deaths: 0
  • Death Rate: 0.0%

Guinea-Bissau

  • Confirmed cases: 8
  • Deaths: 0
  • Death Rate: 0.0%

Guyana

  • Confirmed cases: 20
  • Deaths: 2
  • Death Rate: 10.0%

Haiti

  • Confirmed cases: 15
  • Deaths: 0
  • Death Rate: 0.0%

Holy See

  • Confirmed cases: 6
  • Deaths: 0
  • Death Rate: 0.0%

Honduras

  • Confirmed cases: 141
  • Deaths: 7
  • Death Rate: 4.96%

Hungary

  • Confirmed cases: 492
  • Deaths: 16
  • Death Rate: 3.25%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Hungary Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Hungary Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Hungary 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 Hungary 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Hungary 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Hungary 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Hungary Days Since 100th Case Hungary Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Hungary Days Since 10th Death Hungary Italy 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Hungary New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Hungary Deaths Per Day

Iceland

  • Confirmed cases: 1135
  • Deaths: 5
  • Death Rate: 0.44%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Iceland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Iceland Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Iceland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 1.5 Iceland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 Iceland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 Iceland 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Iceland Days Since 100th Case Iceland Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Iceland Days Since 10th Death Iceland Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Iceland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 -4 -2 0 2 4 Iceland Deaths Per Day

India

  • Confirmed cases: 1397
  • Deaths: 35
  • Death Rate: 2.51%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 1250 India Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 India Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 India 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 India 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 40 India 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 India 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 India Days Since 100th Case India Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 India Days Since 10th Death India Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 India New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 India Deaths Per Day

Indonesia

  • Confirmed cases: 1528
  • Deaths: 136
  • Death Rate: 8.9%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Indonesia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Indonesia Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Indonesia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Indonesia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 Indonesia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 0 2 4 6 Indonesia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Indonesia Days Since 100th Case Indonesia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Indonesia Days Since 10th Death Indonesia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Indonesia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Indonesia Deaths Per Day

Iran

  • Confirmed cases: 44605
  • Deaths: 2898
  • Death Rate: 6.5%
2020-02-01 2020-03-01 2020-04-01 0 10000 20000 30000 40000 Iran Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Iran Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Iran 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Iran 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -200 -100 0 100 200 300 400 Iran 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 15 Iran 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Iran Days Since 100th Case Iran Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Iran Days Since 10th Death Iran Italy 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Iran New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Iran Deaths Per Day

Iraq

  • Confirmed cases: 694
  • Deaths: 50
  • Death Rate: 7.2%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 Iraq Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Iraq Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Iraq 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Iraq 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 Iraq 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 Iraq 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Iraq Days Since 100th Case Iraq Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Iraq Days Since 10th Death Iraq Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Iraq New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Iraq Deaths Per Day

Ireland

  • Confirmed cases: 3235
  • Deaths: 71
  • Death Rate: 2.19%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 Ireland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Ireland Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Ireland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Ireland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 60 Ireland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Ireland 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Ireland Days Since 100th Case Ireland Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Ireland Days Since 10th Death Ireland Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Ireland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Ireland Deaths Per Day

Israel

  • Confirmed cases: 5358
  • Deaths: 20
  • Death Rate: 0.37%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 Israel Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Israel Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Israel 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Israel 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 Israel 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Israel 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Israel Days Since 100th Case Israel Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Israel Days Since 10th Death Israel Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Israel New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Israel Deaths Per Day

Italy

  • Confirmed cases: 105792
  • Deaths: 12428
  • Death Rate: 11.75%
2020-02-01 2020-03-01 2020-04-01 0 25000 50000 75000 100000 Italy Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 10000 10000 Italy Deaths 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 Italy 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Italy 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 Italy 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -25 0 25 50 75 100 125 Italy 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Italy Days Since 100th Case Italy Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Italy Days Since 10th Death Italy Italy 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 5000 6000 Italy New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Italy Deaths Per Day

Jamaica

  • Confirmed cases: 36
  • Deaths: 1
  • Death Rate: 2.78%

Japan

  • Confirmed cases: 1953
  • Deaths: 56
  • Death Rate: 2.87%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Japan Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Japan Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Japan 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Japan 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 Japan 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Japan 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Japan Days Since 100th Case Japan Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Japan Days Since 10th Death Japan Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Japan New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Japan Deaths Per Day

Jordan

  • Confirmed cases: 274
  • Deaths: 5
  • Death Rate: 1.82%

Kazakhstan

  • Confirmed cases: 343
  • Deaths: 3
  • Death Rate: 0.87%

Kenya

  • Confirmed cases: 59
  • Deaths: 1
  • Death Rate: 1.69%

Korea, South

  • Confirmed cases: 9786
  • Deaths: 162
  • Death Rate: 1.66%
2020-02-01 2020-03-01 2020-04-01 0 2500 5000 7500 10000 Korea, South Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Korea, South Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Korea, South 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Korea, South 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 -50 0 50 100 150 Korea, South 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -3 -2 -1 0 1 2 3 Korea, South 2nd Derivative (deaths acceleration) 0 10 20 30 40 0 25000 50000 75000 100000 Korea, South Days Since 100th Case Korea, South Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Korea, South Days Since 10th Death Korea, South Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Korea, South New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Korea, South Deaths Per Day

Kosovo

  • Confirmed cases: 112
  • Deaths: 1
  • Death Rate: 0.89%

Kuwait

  • Confirmed cases: 289
  • Deaths: 0
  • Death Rate: 0.0%

Kyrgyzstan

  • Confirmed cases: 107
  • Deaths: 0
  • Death Rate: 0.0%

Laos

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Latvia

  • Confirmed cases: 398
  • Deaths: 0
  • Death Rate: 0.0%

Lebanon

  • Confirmed cases: 470
  • Deaths: 12
  • Death Rate: 2.55%

Liberia

  • Confirmed cases: 3
  • Deaths: 0
  • Death Rate: 0.0%

Libya

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Liechtenstein

  • Confirmed cases: 68
  • Deaths: 0
  • Death Rate: 0.0%

Lithuania

  • Confirmed cases: 537
  • Deaths: 8
  • Death Rate: 1.49%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Lithuania Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Lithuania Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Lithuania 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Lithuania 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 -5 0 5 10 15 Lithuania 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 Lithuania 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Lithuania Days Since 100th Case Lithuania Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Lithuania Days Since 10th Death Lithuania Italy 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Lithuania New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Lithuania Deaths Per Day

Luxembourg

  • Confirmed cases: 2178
  • Deaths: 23
  • Death Rate: 1.06%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Luxembourg Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Luxembourg Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Luxembourg 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Luxembourg 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 Luxembourg 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Luxembourg 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Luxembourg Days Since 100th Case Luxembourg Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Luxembourg Days Since 10th Death Luxembourg Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Luxembourg New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Luxembourg Deaths Per Day

MS Zaandam

  • Confirmed cases: 2
  • Deaths: 0
  • Death Rate: 0.0%

Madagascar

  • Confirmed cases: 57
  • Deaths: 0
  • Death Rate: 0.0%

Malaysia

  • Confirmed cases: 2766
  • Deaths: 43
  • Death Rate: 1.55%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Malaysia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Malaysia Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Malaysia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Malaysia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 60 Malaysia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Malaysia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Malaysia Days Since 100th Case Malaysia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Malaysia Days Since 10th Death Malaysia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Malaysia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Malaysia Deaths Per Day

Maldives

  • Confirmed cases: 18
  • Deaths: 0
  • Death Rate: 0.0%

Mali

  • Confirmed cases: 28
  • Deaths: 2
  • Death Rate: 7.14%

Malta

  • Confirmed cases: 169
  • Deaths: 0
  • Death Rate: 0.0%

Mauritania

  • Confirmed cases: 6
  • Deaths: 1
  • Death Rate: 16.67%

Mauritius

  • Confirmed cases: 143
  • Deaths: 5
  • Death Rate: 3.5%

Mexico

  • Confirmed cases: 1094
  • Deaths: 28
  • Death Rate: 2.56%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Mexico Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Mexico Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Mexico 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Mexico 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 Mexico 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Mexico 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Mexico Days Since 100th Case Mexico Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Mexico Days Since 10th Death Mexico Italy 2020-02-01 2020-03-01 2020-04-01 0 30 60 90 120 Mexico New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Mexico Deaths Per Day

Moldova

  • Confirmed cases: 353
  • Deaths: 4
  • Death Rate: 1.13%

Monaco

  • Confirmed cases: 52
  • Deaths: 1
  • Death Rate: 1.92%

Mongolia

  • Confirmed cases: 12
  • Deaths: 0
  • Death Rate: 0.0%

Montenegro

  • Confirmed cases: 109
  • Deaths: 2
  • Death Rate: 1.83%

Morocco

  • Confirmed cases: 617
  • Deaths: 36
  • Death Rate: 5.83%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Morocco Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Morocco Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Morocco 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Morocco 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 3 6 9 12 Morocco 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 3 Morocco 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Morocco Days Since 100th Case Morocco Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Morocco Days Since 10th Death Morocco Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Morocco New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Morocco Deaths Per Day

Mozambique

  • Confirmed cases: 8
  • Deaths: 0
  • Death Rate: 0.0%

Namibia

  • Confirmed cases: 11
  • Deaths: 0
  • Death Rate: 0.0%

Nepal

  • Confirmed cases: 5
  • Deaths: 0
  • Death Rate: 0.0%

Netherlands

  • Confirmed cases: 12667
  • Deaths: 1040
  • Death Rate: 8.21%
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 10000 10000 Netherlands Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Netherlands Deaths 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Netherlands 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Netherlands 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 -50 0 50 100 150 Netherlands 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 25 Netherlands 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Netherlands Days Since 100th Case Netherlands Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Netherlands Days Since 10th Death Netherlands Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Netherlands New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Netherlands Deaths Per Day

New Zealand

  • Confirmed cases: 647
  • Deaths: 1
  • Death Rate: 0.15%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 New Zealand Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 New Zealand Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 New Zealand 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 New Zealand 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 20 25 New Zealand 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 New Zealand 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 New Zealand Days Since 100th Case New Zealand Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 New Zealand Days Since 10th Death New Zealand Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 New Zealand New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 New Zealand Deaths Per Day

Nicaragua

  • Confirmed cases: 5
  • Deaths: 1
  • Death Rate: 20.0%

Niger

  • Confirmed cases: 27
  • Deaths: 3
  • Death Rate: 11.11%

Nigeria

  • Confirmed cases: 135
  • Deaths: 2
  • Death Rate: 1.48%

North Macedonia

  • Confirmed cases: 329
  • Deaths: 9
  • Death Rate: 2.74%

Norway

  • Confirmed cases: 4641
  • Deaths: 39
  • Death Rate: 0.84%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 Norway Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Norway Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Norway 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Norway 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -60 -40 -20 0 20 40 60 Norway 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Norway 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Norway Days Since 100th Case Norway Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Norway Days Since 10th Death Norway Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Norway New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Norway Deaths Per Day

Oman

  • Confirmed cases: 192
  • Deaths: 1
  • Death Rate: 0.52%

Pakistan

  • Confirmed cases: 1938
  • Deaths: 26
  • Death Rate: 1.34%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Pakistan Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Pakistan Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Pakistan 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Pakistan 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 Pakistan 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 Pakistan 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Pakistan Days Since 100th Case Pakistan Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Pakistan Days Since 10th Death Pakistan Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Pakistan New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Pakistan Deaths Per Day

Panama

  • Confirmed cases: 1181
  • Deaths: 30
  • Death Rate: 2.54%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Panama Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Panama Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Panama 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Panama 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 30 40 Panama 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 Panama 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Panama Days Since 100th Case Panama Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Panama Days Since 10th Death Panama Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Panama New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 Panama Deaths Per Day

Papua New Guinea

  • Confirmed cases: 1
  • Deaths: 0
  • Death Rate: 0.0%

Paraguay

  • Confirmed cases: 65
  • Deaths: 3
  • Death Rate: 4.62%

Peru

  • Confirmed cases: 1065
  • Deaths: 30
  • Death Rate: 2.82%
2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Peru Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Peru Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 100 100 Peru 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Peru 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 Peru 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Peru 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Peru Days Since 100th Case Peru Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Peru Days Since 10th Death Peru Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Peru New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Peru Deaths Per Day

Philippines

  • Confirmed cases: 2084
  • Deaths: 88
  • Death Rate: 4.22%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Philippines Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Philippines Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Philippines 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Philippines 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Philippines 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -2 -1 0 1 2 3 Philippines 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Philippines Days Since 100th Case Philippines Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Philippines Days Since 10th Death Philippines Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Philippines New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 3 6 9 12 Philippines Deaths Per Day

Poland

  • Confirmed cases: 2311
  • Deaths: 33
  • Death Rate: 1.43%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Poland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Poland Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Poland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Poland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Poland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Poland 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Poland Days Since 100th Case Poland Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Poland Days Since 10th Death Poland Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Poland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Poland Deaths Per Day

Portugal

  • Confirmed cases: 7443
  • Deaths: 160
  • Death Rate: 2.15%
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 Portugal Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Portugal Deaths 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Portugal 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Portugal 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 0 50 100 Portugal 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1 0 1 2 3 4 Portugal 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Portugal Days Since 100th Case Portugal Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Portugal Days Since 10th Death Portugal Italy 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Portugal New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Portugal Deaths Per Day

Qatar

  • Confirmed cases: 781
  • Deaths: 2
  • Death Rate: 0.26%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Qatar Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Qatar Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Qatar 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 Qatar 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -60 -30 0 30 60 Qatar 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 Qatar 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Qatar Days Since 100th Case Qatar Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Qatar Days Since 10th Death Qatar Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Qatar New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.00 0.25 0.50 0.75 1.00 Qatar Deaths Per Day

Romania

  • Confirmed cases: 2245
  • Deaths: 82
  • Death Rate: 3.65%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Romania Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Romania Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 Romania 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Romania 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Romania 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 Romania 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Romania Days Since 100th Case Romania Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Romania Days Since 10th Death Romania Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Romania New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 Romania Deaths Per Day

Russia

  • Confirmed cases: 2337
  • Deaths: 17
  • Death Rate: 0.73%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Russia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Russia Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Russia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Russia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Russia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 Russia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Russia Days Since 100th Case Russia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Russia Days Since 10th Death Russia Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 Russia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 2 4 6 8 Russia Deaths Per Day

Rwanda

  • Confirmed cases: 75
  • Deaths: 0
  • Death Rate: 0.0%

Saint Kitts and Nevis

  • Confirmed cases: 8
  • Deaths: 0
  • Death Rate: 0.0%

Saint Lucia

  • Confirmed cases: 13
  • Deaths: 0
  • Death Rate: 0.0%

Saint Vincent and the Grenadines

  • Confirmed cases: 1
  • Deaths: 0
  • Death Rate: 0.0%

San Marino

  • Confirmed cases: 236
  • Deaths: 26
  • Death Rate: 11.02%

Saudi Arabia

  • Confirmed cases: 1563
  • Deaths: 10
  • Death Rate: 0.64%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Saudi Arabia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Saudi Arabia Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Saudi Arabia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Saudi Arabia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -40 -20 0 20 40 Saudi Arabia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 Saudi Arabia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Saudi Arabia Days Since 100th Case Saudi Arabia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Saudi Arabia Days Since 10th Death Saudi Arabia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Saudi Arabia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Saudi Arabia Deaths Per Day

Senegal

  • Confirmed cases: 175
  • Deaths: 0
  • Death Rate: 0.0%

Serbia

  • Confirmed cases: 900
  • Deaths: 16
  • Death Rate: 1.78%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Serbia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Serbia Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Serbia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 Serbia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 0 20 40 Serbia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -3 -2 -1 0 1 2 Serbia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Serbia Days Since 100th Case Serbia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Serbia Days Since 10th Death Serbia Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Serbia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 -2.5 0.0 2.5 5.0 7.5 Serbia Deaths Per Day

Seychelles

  • Confirmed cases: 10
  • Deaths: 0
  • Death Rate: 0.0%

Sierra Leone

  • Confirmed cases: 1
  • Deaths: 0
  • Death Rate: 0.0%

Singapore

  • Confirmed cases: 926
  • Deaths: 3
  • Death Rate: 0.32%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Singapore Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Singapore Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 60 Singapore 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 Singapore 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 15 Singapore 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 Singapore 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Singapore Days Since 100th Case Singapore Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Singapore Days Since 10th Death Singapore Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Singapore New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Singapore Deaths Per Day

Slovakia

  • Confirmed cases: 363
  • Deaths: 1
  • Death Rate: 0.28%

Slovenia

  • Confirmed cases: 802
  • Deaths: 15
  • Death Rate: 1.87%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Slovenia Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Slovenia Deaths 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Slovenia 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 Slovenia 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -15 -10 -5 0 5 10 Slovenia 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -1.0 -0.5 0.0 0.5 1.0 Slovenia 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Slovenia Days Since 100th Case Slovenia Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Slovenia Days Since 10th Death Slovenia Italy 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Slovenia New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Slovenia Deaths Per Day

Somalia

  • Confirmed cases: 5
  • Deaths: 0
  • Death Rate: 0.0%

South Africa

  • Confirmed cases: 1353
  • Deaths: 5
  • Death Rate: 0.37%
2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 South Africa Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 South Africa Deaths 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 South Africa 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 South Africa 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -50 -25 0 25 South Africa 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 0.1 0.2 0.3 0.4 0.5 0.6 South Africa 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 South Africa Days Since 100th Case South Africa Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 South Africa Days Since 10th Death South Africa Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 South Africa New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 South Africa Deaths Per Day

Spain

  • Confirmed cases: 95923
  • Deaths: 8464
  • Death Rate: 8.82%
2020-02-01 2020-03-01 2020-04-01 0 20000 40000 60000 80000 Spain Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Spain Deaths 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Spain 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Spain 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -500 0 500 1000 1500 2000 Spain 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Spain 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Spain Days Since 100th Case Spain Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Spain Days Since 10th Death Spain Italy 2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 Spain New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 Spain Deaths Per Day

Sri Lanka

  • Confirmed cases: 143
  • Deaths: 2
  • Death Rate: 1.4%

Sudan

  • Confirmed cases: 7
  • Deaths: 2
  • Death Rate: 28.57%

Suriname

  • Confirmed cases: 9
  • Deaths: 0
  • Death Rate: 0.0%

Sweden

  • Confirmed cases: 4435
  • Deaths: 180
  • Death Rate: 4.06%
2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 4000 Sweden Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Sweden Deaths 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 Sweden 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 20 25 Sweden 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -25 0 25 50 Sweden 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 Sweden 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Sweden Days Since 100th Case Sweden Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Sweden Days Since 10th Death Sweden Italy 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Sweden New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Sweden Deaths Per Day

Switzerland

  • Confirmed cases: 16605
  • Deaths: 433
  • Death Rate: 2.61%
2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 Switzerland Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 Switzerland Deaths 2020-02-01 2020-03-01 2020-04-01 0 250 500 750 1000 Switzerland 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 50 Switzerland 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 Switzerland 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -5 0 5 10 Switzerland 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Switzerland Days Since 100th Case Switzerland Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Switzerland Days Since 10th Death Switzerland Italy 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 1000 1000 Switzerland New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 Switzerland Deaths Per Day

Syria

  • Confirmed cases: 10
  • Deaths: 2
  • Death Rate: 20.0%

Taiwan*

  • Confirmed cases: 322
  • Deaths: 5
  • Death Rate: 1.55%

Tanzania

  • Confirmed cases: 19
  • Deaths: 1
  • Death Rate: 5.26%

Thailand

  • Confirmed cases: 1651
  • Deaths: 10
  • Death Rate: 0.61%
2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 Thailand Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Thailand Deaths 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 125 Thailand 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 Thailand 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -20 -10 0 10 20 30 40 Thailand 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.5 0.0 0.5 1.0 Thailand 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Thailand Days Since 100th Case Thailand Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Thailand Days Since 10th Death Thailand Italy 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 Thailand New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 Thailand Deaths Per Day

Timor-Leste

  • Confirmed cases: 1
  • Deaths: 0
  • Death Rate: 0.0%

Togo

  • Confirmed cases: 34
  • Deaths: 1
  • Death Rate: 2.94%

Trinidad and Tobago

  • Confirmed cases: 87
  • Deaths: 3
  • Death Rate: 3.45%

Tunisia

  • Confirmed cases: 394
  • Deaths: 10
  • Death Rate: 2.54%

Turkey

  • Confirmed cases: 13531
  • Deaths: 214
  • Death Rate: 1.58%
2020-02-01 2020-03-01 2020-04-01 0 2000 4000 6000 8000 10000 10000 Turkey Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 Turkey Deaths 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 Turkey 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 Turkey 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 400 500 Turkey 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0.0 2.5 5.0 7.5 10.0 Turkey 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Turkey Days Since 100th Case Turkey Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Turkey Days Since 10th Death Turkey Italy 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 Turkey New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 10 20 30 40 Turkey Deaths Per Day

US

  • Confirmed cases: 188172
  • Deaths: 3873
  • Death Rate: 2.06%
2020-02-01 2020-03-01 2020-04-01 0 50000 100000 150000 US Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 US Deaths 2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 20000 US 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 US 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 US 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 US 2nd Derivative (deaths acceleration) 0 10 20 30 0 50000 100000 150000 US Days Since 100th Case US Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 US Days Since 10th Death US Italy 2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 20000 25000 US New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 200 400 600 800 US Deaths Per Day

Uganda

  • Confirmed cases: 44
  • Deaths: 0
  • Death Rate: 0.0%

Ukraine

  • Confirmed cases: 645
  • Deaths: 17
  • Death Rate: 2.64%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 Ukraine Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 5 10 15 Ukraine Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 Ukraine 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 2.5 Ukraine 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 Ukraine 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 Ukraine 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 Ukraine Days Since 100th Case Ukraine Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 Ukraine Days Since 10th Death Ukraine Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 Ukraine New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 Ukraine Deaths Per Day

United Arab Emirates

  • Confirmed cases: 664
  • Deaths: 6
  • Death Rate: 0.9%
2020-02-01 2020-03-01 2020-04-01 0 100 200 300 400 500 600 United Arab Emirates Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 1 2 3 4 5 6 United Arab Emirates Deaths 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 80 United Arab Emirates 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0.0 0.2 0.4 0.6 0.8 1.0 1.0 United Arab Emirates 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -10 0 10 20 30 United Arab Emirates 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 -0.50 -0.25 0.00 0.25 0.50 United Arab Emirates 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 United Arab Emirates Days Since 100th Case United Arab Emirates Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 United Arab Emirates Days Since 10th Death United Arab Emirates Italy 2020-02-01 2020-03-01 2020-04-01 0 25 50 75 100 United Arab Emirates New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0.0 0.5 1.0 1.5 2.0 United Arab Emirates Deaths Per Day

United Kingdom

  • Confirmed cases: 25481
  • Deaths: 1793
  • Death Rate: 7.04%
2020-02-01 2020-03-01 2020-04-01 0 5000 10000 15000 20000 25000 United Kingdom Confirmed Cases 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 United Kingdom Deaths 2020-02-01 2020-03-01 2020-04-01 0 500 1000 1500 2000 2500 United Kingdom 1st Derivative (new cases) 2020-02-01 2020-03-01 2020-04-01 0 50 100 150 200 250 United Kingdom 1st Derivative (new deaths) 2020-02-01 2020-03-01 2020-04-01 -100 0 100 200 300 400 500 United Kingdom 2nd Derivative (cases acceleration) 2020-02-01 2020-03-01 2020-04-01 0 20 40 60 United Kingdom 2nd Derivative (deaths acceleration) 0 10 20 30 0 25000 50000 75000 100000 United Kingdom Days Since 100th Case United Kingdom Italy 0 10 20 30 0 2000 4000 6000 8000 10000 10000 United Kingdom Days Since 10th Death United Kingdom Italy 2020-02-01 2020-03-01 2020-04-01 0 1000 2000 3000 United Kingdom New Cases Per Day 2020-02-01 2020-03-01 2020-04-01 0 100 200 300 United Kingdom Deaths Per Day

Uruguay

  • Confirmed cases: 338
  • Deaths: 1
  • Death Rate: 0.3%

Uzbekistan

  • Confirmed cases: 172
  • Deaths: 2
  • Death Rate: 1.16%

Venezuela

  • Confirmed cases: 135
  • Deaths: 3
  • Death Rate: 2.22%

Vietnam

  • Confirmed cases: 212
  • Deaths: 0
  • Death Rate: 0.0%

West Bank and Gaza

  • Confirmed cases: 119
  • Deaths: 1
  • Death Rate: 0.84%

Zambia

  • Confirmed cases: 35
  • Deaths: 0
  • Death Rate: 0.0%

Zimbabwe

  • Confirmed cases: 8
  • Deaths: 1
  • Death Rate: 12.5%